Deep Learning Reference Stack

The Deep Learning Reference Stack, is an integrated, highly-performant open source stack optimized for Intel® Xeon® Scalable platforms. This open source community release is part of an effort to ensure AI developers have easy access to all features and functionality of Intel platforms.

Highly-tuned and built for cloud native environments, the release enables developers to quickly prototype by reducing complexity associated with integrating multiple software components, while still giving users the flexibility to customize their solutions.

The stack includes highly tuned software components across the operating system (Clear Linux OS), deep learning framework (TensorFlow*, PyTorch*), deep learning libraries (Intel® oneAPI Deep Neural Network Library (oneDNN)) and other software components.

Deep Learning Reference Stack repositories on Docker Hub:

TensorFlow 2.2.0 with OpenVINO™, AVX 512 and Intel® DL Boost

Deep Learning Reference Stack with Intel OpenVINO for model serving optimized TensorFlow 2.0 for second-generation Intel Xeon Scalable Platforms. In addition to the core frameworks, we are including the popular NLP library transformers along with the release.

Download

Install using this command line

docker pull sysstacks/dlrs-tensorflow2-clearlinux:v0.6.0

Deep learning compiler stack TVM with, AVX 512 and Intel® DL Boost

Deep Learning Reference Stack with model compiler optimized for second-generation Intel Xeon Scalable Platforms.

Download

Install using this command line

docker pull sysstacks/dlrs-ml-compiler-clearlinux:v0.6.0

TensorFlow 1.15 with OpenVINO™, AVX 512 and Intel® DL Boost

Deep Learning Reference Stack with AVX 512 and Intel DL Boost optimized TensorFlow for second-generation Intel Xeon Scalable Platforms

Download

Install using this command line

docker pull sysstacks/dlrs-tensorflow-clearlinux:v0.6.0

TensorFlow 2.0 with Optimized Eigen and AVX512

Deep Learning Reference Stack with AVX 512 optimized TensorFlow for Intel Xeon Scalable Platforms

Download

Install using this command line

docker pull sysstacks/dlrs-tensorflow-clearlinux:v0.6.0-oss

PyTorch 1.4 with OpenBLAS and AVX512

Deep Learning Reference Stack with AVX 512 optimized PyTorch for Intel Xeon Scalable Platforms 

Download

Install using this command line

docker pull sysstacks/dlrs-pytorch-clearlinux:v0.6.0-oss

PyTorch 1.4 with Intel® oneAPI Deep Neural Network Library (oneDNN) and AVX512

Deep Learning Reference Stack with AVX 512 optimized PyTorch and MKL_DNN for Intel Xeon Scalable Platforms

Download

Install using this command line

docker pull sysstacks/dlrs-pytorch-clearlinux:v0.6.0

Off

* Previous versions of the Deep Learning Reference Stack could be downloaded from Docker Hub.

 

Deep Learning Reference Stack repository on Clear Linux* Project:

 

Deep Learning Reference Stack Diagram

Deep Learning Reference Stack Diagram